Scaling to 120+ AI Agents Without Losing Control
How two-tier orchestration keeps multi-agent systems debuggable Continue reading on Level Up Coding
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I Built a Plant Monitoring and Control System Using ESP32 & Blynk IoT
Most IoT tutorials start with everything going right. This one doesn’t. I burned an LCD and a relay in the same moment — wrong voltage, zero warning, instant regret. That single mistake rewrote the en...
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LLM and Go: OpenAI Integration via Chat Completions API
For most of my career, integrating external intelligence into an application meant calling a rules engine, training a custom classifier, or encoding business logic that someone had painfully documente...
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My 8-Year-Old Open-Source Project was a Victim of a Major Cyber Attack
We often worry more about imagination than reality, but how do you face your life when your worst fears become a reality in a way that you never imagined? This has happened to me recently with my open...
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75% of AI Coding Agents Introduce Regressions During Long-Term Maintenance
WE-CI tested 18 models across 100 real repositories spanning 233 days of history. Continue reading on Level Up Coding
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Next Word, Please: How LLMs Actually Write
Image Generated by ChatGPT You type “The capital of Japan is” and GPT responds “Tokyo!” But how? It does not search a database. It does not look up the answer. It predicts the next word, one token at ...
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AI Coding Is a Trust-Building Game — And the Core Reason We Talk Past Each Other
Member-only story AI Coding Is a Trust-Building Game — And the Core Reason We Talk Past Each Other Why scaled AI practices can’t be built overnight Simon Wang 7 min read · Just now -- Share Over the p...
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Hands-On: MLOps for LLMs
The Phrase Nobody Told You Soon Enough… “Your model works in a notebook. Now what?” When I first heard this question in a production meeting, it hit me like a cold shower. I had spent weeks fine-tunin...
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Goroutines Are Cheap — Until They Aren’t
The graphs looked healthy. CPU usage was stable. Latency hovered around 12 milliseconds. Error rates were almost nonexistent. At first glance, the service looked like a success. The Go backend had bee...
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ZeroMQ on Android: Bridging a Linux Service with PUB SUB
In a recent project, we had a deceptively simple requirement. We needed reliable, low latency communication between a small Linux based service and an Android application. There was no cloud component...
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6 Habits That Turned My Python Script Into a Real Python Library
Read Here Most Python developers have a graveyard of scripts. A beginner-friendly Python guide made for non-programmers. Start learning Python the easy way! You know the ones. final_script.py , final_...
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Reflections on Tech Interviewing in 2026 — Part 0
After jumping from startup to startup over the course of 7 years as a backend dev, I considered myself lucky to have gotten a job last year at an established tech company as a senior software engineer...
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